M. Mathis Laboratory @EPFL
@mwmathislab
Merging artificial and natural intelligence to study adaptive mechanisms | CV, ML, Neuro | PI: @trackingactions
Talvez você curta
🦓🦓🦓 #CEBRA is out 🎉🎉🎉 Check out the @Nature paper ⬇️ & the gorgeous code & resources built by current members @stes_io @BenquetCelia @TrackingActions @EPFL_en @epflSV 📚 how to use: cebra.ai/docs/usage.html 💻 install: cebra.ai/docs/installat… 📖nature.com/articles/s4158…
🦓 Self-supervised multimodal ML is promising the next AI breakthrough - in our new work published in @Nature, we debut @CEBRAai: for self-supervised hypothesis- and discovery-driven science. 📝 doi.org/10.1038/s41586… 💻github.com/AdaptiveMotorC… 🦓 cebra.ai 🧵⬇️
The next OpenSUN3D workshop takes place at @ICCVConference -- we are excited to announce a fantastic line-up of speakers: 👩💼 @TrackingActions @sainingxie @jstraub6 @angelxchang @ir0armeni ⏱️Date/time: Oct. 19, 1:30pm--6pm (1st day, afternoon) 🏡Details: opensun3d.github.io
The lab hit it out of the park with the 8 year lab anniversary celebration today!! Extra thanks to @g_roodle for the excellent snacks and science 🔥💪
My lab has been pushing into explainable, robust, & theoretically-tractable AI models for science 💪 🚨At #ICCV2025 we introduce #DISTIL - led by amazing PhD student @hsirm96 - we propose a trigger-inversion method for DNNs that reconstructs malicious backdoor triggers 1/4
Este año llega la DLC AI Residency a CABA! 🎉 @DeepLabCut Durante dos días vamos a aprender y analizar datos de comportamiento 🐭🐒🦥 Anotate en 👇 forms.gle/YXoFNg7NUeYiT3… 📆 Aplicaciones abiertas hasta el 25/7 🚨 Cupos limitados ¡Te esperamos!
🥰 Self-supervised, label-free 3D cell imaging is here actu.epfl.ch/news/self-supe… #epfl #elife Congrats to @AChRD4 on this very cool first, first author publication 🏆! This started when he was a bachelor's student (and he's now completing his masters!). And many thanks to my…
🥳New @CellCellPress paper, where I was delighted to play a small part in their big discovery: 🚨They found *specific* neuropeptides that can determine AND *change* the cast of ants 🐜🍃👀 (and has a global similar role in naked mole rats 🐀) cell.com/cell/fulltext/… 👩🔬My…
Delighted we could play a small part in supporting the leaf cutting analysis 🐜🍃 Congrats to all, esp, lab members @NasFilippova and @TrackingActions ❤️🎉
Now online! Neuropeptides specify and reprogram division of labor in the leafcutter ant Atta cephalotes dlvr.it/TLJNcY
Congratulations to now-former postdoc @sainsbury_tom for landing an exciting role in industry to push the bounds of BCI! We wish you all the best in your next adventures! 🙌
#DLCProTip: Did you know you can use unsupervised learning to adapt a trained model on the fly to your video in DeepLabCut!? When you run video analysis, check out “video adaptation” - it reduces jitter and provides better poses! ⬇️ nature.com/articles/s4146…
🚀 Excited to share our #ICLR2025 paper! 🤖 AROS: Adversarially Robust Out-of-Distribution Detection through Stability 📄 Paper:openreview.net/forum?id=GrDne… 🔹 #AI_safety 🔹 #Trustworthy_ML 🗓️ Poster Session: Fri 25 Apr 10-12:30 📍 Hall3+Hall 2B (#327)
Happy birthday #DeepLabCut! It was 7 years ago we first appeared on @arxiv 🙌🎊- thanks to the incredible users, contributors, & the software team who continue to make it the leading software for animal pose estimation! 🙏🏼💜 arxiv.org/abs/1804.03142 DeepLabCut.org
Check out the latest work from our lab! Our first very large - 7B parameter - model for behavioral analysis! Coming soon will be AmadeusGPT 2.0… and more 😎
✨ Introducing a new #SOTA action recognition large multimodal language model: #LLaVAction! Understanding human behavior requires recognizing actions—a challenging task given the complexity of behavior. Large multimodal language models (#MLLMs) offer a promising path forward,…
✨ Introducing a new #SOTA action recognition large multimodal language model: #LLaVAction! Understanding human behavior requires recognizing actions—a challenging task given the complexity of behavior. Large multimodal language models (#MLLMs) offer a promising path forward,…
👀 We hit a major milestone: the PR for DLC3 is merged into main, and rc7 is up for final testing: pypi.org/project/deepla… - this is the most powerful, most new-user (+ new GUI features!) & ML expert friendly code, & the highest performance ... ready to #AnimalPose?! 🚀
Ready to start with #CEBRA for your behavioral clustering, neural data, or joint-modeling? Check out our new demo notebook to help you learn the best practices and how to develop models! cebra.ai/docs/demo_note… 🌈🦓 #ML4Science
We have a new release up! Check out 0.5.0rc1!! 🔥 Important maintenance updates to keep up with dependencies, some nee features, and preparing for much more coming in the next weeks 👀… github.com/AdaptiveMotorC… #cebra @mwmathislab
👏🍾💪 check out the background paper for #SuperAnimal from @shaokaiyeah et al that was recently published in @NatureComms nature.com/articles/s4146…
@TrackingActions showcased Superanimal, a single deep learning model detecting animal motion across many species and environments which can be used for animal conservation, biomedicine, and neuroscience research. #AIforHeath #AiforthePlanet
We are releasing AmadeusGPT-0.1.3! Many use cases to demonstrate its capability. We also have invited DLC residents ( @StuckertAnna , @mrc_canela, @dikra_masrour to share their use cases. Seamless integration with #SuperAnimal and GPT-4o
🔮Ever wished you could just say what behavioral analysis you wanted? ... "Plot the animal's trajectory" "Count the head hips in the open arm" 👀🪄we present AmadeusGPT🎻 to do this ... 🗞@shaokaiyeah @jessy_lauer @zhoumu53 @trackingplumes and me arxiv.org/abs/2307.04858 🧵⬇️
#CellSeg3D hits 85K downloads, and we’ve updated our preprint to add a few more key details and added new demo videos 🎥! Check out the demos from @AChRD4 and @SebHausmann 🔥 youtu.be/3UOvvpKxEAo?fe… m.youtube.com/watch?v=U2a9Ib… biorxiv.org/content/10.110…
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